# multi-tenant
標記為「multi-tenant」的 14 篇文章
MCP Cross-Client Data Leak: Preventing Session Isolation Failures
A defense-focused guide to understanding and preventing data leaks across MCP client sessions, analyzing CVE-2026-25536 and implementing session-isolated state management to protect multi-tenant MCP deployments.
Multi-Tenant Isolation for LLM Services
Implementing strong tenant isolation in multi-tenant LLM services to prevent cross-tenant attacks.
Attacking GPU Compute Clusters
Expert-level analysis of attacks against GPU compute clusters used for ML training and inference, including side-channel attacks on GPU memory, CUDA runtime exploitation, multi-tenant isolation failures, and RDMA network attacks.
Simulation: SaaS AI Product
Red team engagement simulation targeting a B2B SaaS platform with AI-powered document analysis, search, and automation features, covering multi-tenant isolation, API security, and cross-tenant data leakage.
KV Cache & Prompt Caching Attacks
How KV cache poisoning, prefix caching exploitation, cache timing side channels, and multi-tenant isolation failures create attack vectors in LLM serving infrastructure.
GPU Security for AI
GPU security risks in AI workloads — covering memory isolation failures, side-channel attacks, multi-tenant GPU risks, GPU firmware vulnerabilities, and secure GPU configuration.
KV Cache Poisoning & Exploitation
How KV cache works in transformer inference, cache poisoning across requests in shared deployments, prefix caching attacks, and cross-tenant data leakage.
MCP Cross-Client Data Leak: Preventing Session Isolation Failures
A defense-focused guide to understanding and preventing data leaks across MCP client sessions, analyzing CVE-2026-25536 and implementing session-isolated state management to protect multi-tenant MCP deployments.
Multi-Tenant Isolation for LLM Services
Implementing strong tenant isolation in multi-tenant LLM services to prevent cross-tenant attacks.
攻擊ing GPU Compute Clusters
專家-level analysis of attacks against GPU compute clusters used for ML training and inference, including side-channel attacks on GPU memory, CUDA runtime exploitation, multi-tenant isolation failures, and RDMA network attacks.
Simulation: SaaS AI Product
Red team engagement simulation targeting a B2B SaaS platform with AI-powered document analysis, search, and automation features, covering multi-tenant isolation, API security, and cross-tenant data leakage.
KV Cache & Prompt Caching 攻擊s
How KV cache poisoning, prefix caching exploitation, cache timing side channels, and multi-tenant isolation failures create attack vectors in LLM serving infrastructure.
AI 的 GPU 安全
AI 工作負載中的 GPU 安全風險——涵蓋記憶體隔離失敗、側通道攻擊、多租戶 GPU 風險、GPU 韌體漏洞與安全 GPU 設定。
KV 快取投毒與利用
KV 快取於 transformer 推論中如何運作、共享部署中的跨請求快取投毒、前綴快取攻擊，以及跨租戶資料洩漏。